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The financial stability implications of artificial intelligence

Financial Stability Board (FSB)
The report discusses the rapid adoption and integration of artificial intelligence (AI) in the financial sector, driven by advancements in technology and increasing operational efficiency. Key risks include dependencies on third-party providers, market correlations, and cyber vulnerabilities. Generative AI's accessibility could amplify systemic risks, necessitating enhanced regulatory frameworks, vigilant monitoring, and robust governance to ensure financial stability amid evolving AI technologies.
Research
14 November 2024

Developing responsible chatbots for financial services: A pattern-oriented responsible AI engineering approach

CSIRO
The report outlines a pattern-oriented engineering approach for responsible AI in financial services. It identifies challenges in scaling responsible AI, introduces a Responsible AI Pattern Catalogue for addressing lifecycle risks, and provides case studies on chatbot development. The study underscores governance, process, and product strategies to operationalise responsible AI principles effectively.
Research
28 February 2023

Exploring nature impacts and dependencies: A field guide to eight key sectors

Ceres
This field guide helps investors identify and assess nature-related impacts and dependencies across eight key sectors. It provides sector-specific insights and strategies for integrating nature considerations into investment decisions.
Research
26 March 2024

Due diligence towards Deforestation-Free Finance: Guidance for financial institutions

Global Canopy
This guide provides detailed instructions for conducting due diligence in relation to deforestation-free supply chains. It offers practical steps and tools for businesses to identify, assess, and mitigate deforestation risks in their supply chains, promoting sustainable and responsible sourcing practices.
Research
25 April 2023

Accountability for nature: Comparison of nature-related assessment and disclosure frameworks and standards

World Wide Fund for Nature (World Wildlife Fund – WWF)
This report provides an overview of the key methodological and conceptual trends among the private sector assessment and disclosure approaches on nature-related issues. It provides comparative research on seven leading standards, frameworks and systems for assessment and disclosure on nature-related issues
Research
31 January 2024

Investor water toolkit

Ceres
Published by Ceres, this is a first ever comprehensive resource to evaluate and act on water risks in investment portfolios. This how to guide includes links to resources, databases, case studies and other tools for all investors to use.
Research
10 April 2024

Synthetic content: Exploring the risks, technical approaches, and regulatory responses

Future of Privacy Forum (FPF)
Generative AI enables the rapid creation of synthetic content, offering both opportunities and risks. This report examines challenges like disinformation and fraud, outlines technical and regulatory strategies, and explores trade-offs with privacy. Techniques discussed include watermarking, provenance tracking, and legal frameworks, aiming to enhance transparency while safeguarding privacy.
Research
15 October 2024

Implicit versus explicit contracting in executive compensation for environmental and social performance

This study analyses how explicit and implicit executive compensation schemes linked to environmental and social (ES) targets affect corporate ES performance. Explicit schemes, with measurable targets, enhance precise outcomes like emissions reduction. Implicit schemes, relying on subjective assessment, excel in areas with vague metrics, such as community engagement.
Research
15 October 2024

Net zero policy matters: Assessing progress and taking stock of corporate and financial net zero policy reform

Principles for Responsible Investment (PRI)
The report evaluates progress in corporate and financial net zero policies across G20 nations. It highlights uneven adoption, notable gaps in ambition, and policy divergence. While disclosure and taxonomies advance, integration of just transition, adaptation, and nature remains limited. The report calls for global alignment to meet 1.5°C targets.
Research
14 November 2024

Biodiversity footprint for financial institutions: Exploring biodiversity assessment

The BFFI was designed to provide an overall assessment of the biodiversity footprint of the economic activities in which a financial institution is investing. This methodology paper outlines the steps involved in conducting a biodiversity footprinting assessment using the methods recommended by the Netherlands Enterprise Agency.
Research
16 July 2021

Forecast policy scenario + nature: Preparing financial markets for climate- & nature-related policy & regulatory risks

Principles for Responsible Investment (PRI)
Integrated climate and nature policy forecasting data and matrix, developed by Inevitable Policy Response, downloaded through the PRI. The document outlines forecasted policy responses that include both nature and climate policies.
Research
7 January 2023

Artificial intelligence and big holdings data: Opportunities for central banks

This report explores the potential of artificial intelligence and big holdings data for central banks. It highlights how asset demand systems and AI models improve policy decisions, optimise monetary interventions, and address financial risks. Applications include managing contagion, designing climate stress tests, and identifying crowded trades, enhancing economic resilience.
Research
30 October 2024

Transforming global finance for climate action: Addressing misaligned incentives and unlocking opportunities

Global Sustainable Investment Alliance
The report identifies systemic barriers preventing the flow of capital to climate-positive projects. It introduces the PIVOT framework, outlining policy vacuum, misaligned incentives, valuation challenges, inactive ownership, and transition misalignment. The report provides actionable solutions for policymakers, investors, and stakeholders to align finance with the Paris Agreement.
Research
14 November 2024

Frontierra

Commercial Research Providers
Frontierra is an environmental geospatial consultancy specialising in analysing nature-related risks, focusing on biodiversity and deforestation. They utilise geospatial data and satellite monitoring to bridge the information gap between organisations and their environmental impacts. Their services support compliance with legislation, assist in corporate sustainability reporting, and help meet climate change commitments.
Organisation
1 research item

The Good Food Institute (GFI)

Issue Focused NGOs & Think Tanks
Good Food Institute (GFI) is a nonprofit think tank advancing plant-based, cultivated, and fermentation-derived proteins to create a sustainable, secure, and just global food system. By promoting alternative proteins, GFI aims to reduce environmental impact, enhance global health, and improve food security.
Organisation
1 research item

Topo Finance's the carbon bankroll series

Topo Finance
This series explores how corporate cash and investments drive substantial carbon emissions through the financial system. It highlights the overlooked climate impact of cash held by corporations and offers insights for companies aiming to decarbonise their financial practices. The series provides guidance to help organisations align their financial management with climate goals, enabling proactive, systemic climate action.
Benchmark/series
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